Overview
Brought to you by YData
Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 10000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.6 MiB |
| Average record size in memory | 482.8 B |
Variable types
| Text | 1 |
|---|---|
| Numeric | 14 |
| Categorical | 11 |
avg_tenure_per_company is highly overall correlated with experience_gap and 2 other fields | High correlation |
cluster is highly overall correlated with overtime | High correlation |
distance_from_home is highly overall correlated with distance_from_home_log | High correlation |
distance_from_home_log is highly overall correlated with distance_from_home | High correlation |
experience_gap is highly overall correlated with avg_tenure_per_company and 2 other fields | High correlation |
num_companies_worked is highly overall correlated with avg_tenure_per_company | High correlation |
overtime is highly overall correlated with cluster | High correlation |
pca1 is highly overall correlated with years_in_current_role | High correlation |
pca2 is highly overall correlated with experience_gap | High correlation |
tenure_performance is highly overall correlated with years_at_company | High correlation |
total_working_years is highly overall correlated with avg_tenure_per_company and 1 other fields | High correlation |
years_at_company is highly overall correlated with tenure_performance | High correlation |
years_in_current_role is highly overall correlated with pca1 | High correlation |
employee_id has unique values | Unique |
pca1 has unique values | Unique |
pca2 has unique values | Unique |
years_at_company has 505 (5.1%) zeros | Zeros |
years_in_current_role has 643 (6.4%) zeros | Zeros |
num_companies_worked has 1340 (13.4%) zeros | Zeros |
training_times_last_year has 1676 (16.8%) zeros | Zeros |
tenure_performance has 505 (5.1%) zeros | Zeros |
experience_gap has 256 (2.6%) zeros | Zeros |
Reproduction
| Analysis started | 2025-04-14 16:55:47.693488 |
|---|---|
| Analysis finished | 2025-04-14 16:56:04.385376 |
| Duration | 16.69 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
Variables
employee_id
Text
Unique
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 634.9 KiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 10000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | EMP00000 |
|---|---|
| 2nd row | EMP00001 |
| 3rd row | EMP00002 |
| 4th row | EMP00003 |
| 5th row | EMP00004 |
| Value | Count | Frequency (%) |
| emp00000 | 1 | < 0.1% |
| emp00008 | 1 | < 0.1% |
| emp00017 | 1 | < 0.1% |
| emp00002 | 1 | < 0.1% |
| emp00003 | 1 | < 0.1% |
| emp00004 | 1 | < 0.1% |
| emp00005 | 1 | < 0.1% |
| emp00006 | 1 | < 0.1% |
| emp00007 | 1 | < 0.1% |
| emp00009 | 1 | < 0.1% |
| Other values (9990) | 9990 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 14000 | |
| E | 10000 | |
| M | 10000 | |
| P | 10000 | |
| 6 | 4000 | 5.0% |
| 7 | 4000 | 5.0% |
| 3 | 4000 | 5.0% |
| 4 | 4000 | 5.0% |
| 5 | 4000 | 5.0% |
| 8 | 4000 | 5.0% |
| Other values (3) | 12000 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 80000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 14000 | |
| E | 10000 | |
| M | 10000 | |
| P | 10000 | |
| 6 | 4000 | 5.0% |
| 7 | 4000 | 5.0% |
| 3 | 4000 | 5.0% |
| 4 | 4000 | 5.0% |
| 5 | 4000 | 5.0% |
| 8 | 4000 | 5.0% |
| Other values (3) | 12000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 80000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 14000 | |
| E | 10000 | |
| M | 10000 | |
| P | 10000 | |
| 6 | 4000 | 5.0% |
| 7 | 4000 | 5.0% |
| 3 | 4000 | 5.0% |
| 4 | 4000 | 5.0% |
| 5 | 4000 | 5.0% |
| 8 | 4000 | 5.0% |
| Other values (3) | 12000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 80000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 14000 | |
| E | 10000 | |
| M | 10000 | |
| P | 10000 | |
| 6 | 4000 | 5.0% |
| 7 | 4000 | 5.0% |
| 3 | 4000 | 5.0% |
| 4 | 4000 | 5.0% |
| 5 | 4000 | 5.0% |
| 8 | 4000 | 5.0% |
| Other values (3) | 12000 |
age
Real number (ℝ)
| Distinct | 38 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.5612 |
| Minimum | 22 |
|---|---|
| Maximum | 59 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 22 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 31 |
| median | 41 |
| Q3 | 50 |
| 95-th percentile | 58 |
| Maximum | 59 |
| Range | 37 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 10.876483 |
|---|---|
| Coefficient of variation (CV) | 0.26814993 |
| Kurtosis | -1.1770529 |
| Mean | 40.5612 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | -0.010169294 |
| Sum | 405612 |
| Variance | 118.29788 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=38)
| Value | Count | Frequency (%) |
| 47 | 305 | 3.0% |
| 38 | 292 | 2.9% |
| 34 | 286 | 2.9% |
| 44 | 285 | 2.9% |
| 50 | 282 | 2.8% |
| 49 | 279 | 2.8% |
| 39 | 278 | 2.8% |
| 46 | 276 | 2.8% |
| 37 | 275 | 2.8% |
| 56 | 273 | 2.7% |
| Other values (28) | 7169 |
| Value | Count | Frequency (%) |
| 22 | 251 | |
| 23 | 266 | |
| 24 | 258 | |
| 25 | 266 | |
| 26 | 246 | |
| 27 | 259 | |
| 28 | 238 | |
| 29 | 261 | |
| 30 | 258 | |
| 31 | 257 |
| Value | Count | Frequency (%) |
| 59 | 246 | |
| 58 | 272 | |
| 57 | 254 | |
| 56 | 273 | |
| 55 | 252 | |
| 54 | 270 | |
| 53 | 265 | |
| 52 | 238 | |
| 51 | 248 | |
| 50 | 282 |
gender
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 605.5 KiB |
| Male | |
|---|---|
| Female | |
| Other | 201 |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 4.9853 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Other |
Common Values
| Value | Count | Frequency (%) |
| Male | 4973 | |
| Female | 4826 | |
| Other | 201 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 4973 | |
| female | 4826 | |
| other | 201 | 2.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 14826 | |
| a | 9799 | |
| l | 9799 | |
| M | 4973 | 10.0% |
| F | 4826 | 9.7% |
| m | 4826 | 9.7% |
| O | 201 | 0.4% |
| t | 201 | 0.4% |
| h | 201 | 0.4% |
| r | 201 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 49853 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 14826 | |
| a | 9799 | |
| l | 9799 | |
| M | 4973 | 10.0% |
| F | 4826 | 9.7% |
| m | 4826 | 9.7% |
| O | 201 | 0.4% |
| t | 201 | 0.4% |
| h | 201 | 0.4% |
| r | 201 | 0.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 49853 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 14826 | |
| a | 9799 | |
| l | 9799 | |
| M | 4973 | 10.0% |
| F | 4826 | 9.7% |
| m | 4826 | 9.7% |
| O | 201 | 0.4% |
| t | 201 | 0.4% |
| h | 201 | 0.4% |
| r | 201 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 49853 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 14826 | |
| a | 9799 | |
| l | 9799 | |
| M | 4973 | 10.0% |
| F | 4826 | 9.7% |
| m | 4826 | 9.7% |
| O | 201 | 0.4% |
| t | 201 | 0.4% |
| h | 201 | 0.4% |
| r | 201 | 0.4% |
marital_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 625.1 KiB |
| Single | |
|---|---|
| Divorced | |
| Married |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.9965 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Divorced |
|---|---|
| 2nd row | Divorced |
| 3rd row | Divorced |
| 4th row | Single |
| 5th row | Single |
Common Values
| Value | Count | Frequency (%) |
| Single | 3406 | |
| Divorced | 3371 | |
| Married | 3223 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| single | 3406 | |
| divorced | 3371 | |
| married | 3223 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 10000 | |
| e | 10000 | |
| r | 9817 | |
| d | 6594 | |
| S | 3406 | 4.9% |
| n | 3406 | 4.9% |
| g | 3406 | 4.9% |
| l | 3406 | 4.9% |
| D | 3371 | 4.8% |
| v | 3371 | 4.8% |
| Other values (4) | 13188 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 69965 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 10000 | |
| e | 10000 | |
| r | 9817 | |
| d | 6594 | |
| S | 3406 | 4.9% |
| n | 3406 | 4.9% |
| g | 3406 | 4.9% |
| l | 3406 | 4.9% |
| D | 3371 | 4.8% |
| v | 3371 | 4.8% |
| Other values (4) | 13188 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 69965 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 10000 | |
| e | 10000 | |
| r | 9817 | |
| d | 6594 | |
| S | 3406 | 4.9% |
| n | 3406 | 4.9% |
| g | 3406 | 4.9% |
| l | 3406 | 4.9% |
| D | 3371 | 4.8% |
| v | 3371 | 4.8% |
| Other values (4) | 13188 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 69965 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 10000 | |
| e | 10000 | |
| r | 9817 | |
| d | 6594 | |
| S | 3406 | 4.9% |
| n | 3406 | 4.9% |
| g | 3406 | 4.9% |
| l | 3406 | 4.9% |
| D | 3371 | 4.8% |
| v | 3371 | 4.8% |
| Other values (4) | 13188 |
department
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 612.0 KiB |
| Engineering | |
|---|---|
| Sales | |
| Support | |
| R&D | |
| HR |
Length
| Max length | 11 |
|---|---|
| Median length | 5 |
| Mean length | 5.6596 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Support |
|---|---|
| 2nd row | Sales |
| 3rd row | R&D |
| 4th row | Engineering |
| 5th row | Support |
Common Values
| Value | Count | Frequency (%) |
| Engineering | 2082 | |
| Sales | 1992 | |
| Support | 1982 | |
| R&D | 1972 | |
| HR | 1972 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| engineering | 2082 | |
| sales | 1992 | |
| support | 1982 | |
| r&d | 1972 | |
| hr | 1972 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 6246 | 11.0% |
| e | 6156 | 10.9% |
| g | 4164 | 7.4% |
| i | 4164 | 7.4% |
| r | 4064 | 7.2% |
| S | 3974 | 7.0% |
| p | 3964 | 7.0% |
| R | 3944 | 7.0% |
| E | 2082 | 3.7% |
| s | 1992 | 3.5% |
| Other values (8) | 15846 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 56596 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 6246 | 11.0% |
| e | 6156 | 10.9% |
| g | 4164 | 7.4% |
| i | 4164 | 7.4% |
| r | 4064 | 7.2% |
| S | 3974 | 7.0% |
| p | 3964 | 7.0% |
| R | 3944 | 7.0% |
| E | 2082 | 3.7% |
| s | 1992 | 3.5% |
| Other values (8) | 15846 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 56596 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 6246 | 11.0% |
| e | 6156 | 10.9% |
| g | 4164 | 7.4% |
| i | 4164 | 7.4% |
| r | 4064 | 7.2% |
| S | 3974 | 7.0% |
| p | 3964 | 7.0% |
| R | 3944 | 7.0% |
| E | 2082 | 3.7% |
| s | 1992 | 3.5% |
| Other values (8) | 15846 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 56596 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 6246 | 11.0% |
| e | 6156 | 10.9% |
| g | 4164 | 7.4% |
| i | 4164 | 7.4% |
| r | 4064 | 7.2% |
| S | 3974 | 7.0% |
| p | 3964 | 7.0% |
| R | 3944 | 7.0% |
| E | 2082 | 3.7% |
| s | 1992 | 3.5% |
| Other values (8) | 15846 |
job_role
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 636.8 KiB |
| Manager | |
|---|---|
| Executive | |
| Sales Rep | |
| Developer | |
| Analyst |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 8.1944 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Manager |
|---|---|
| 2nd row | Analyst |
| 3rd row | Manager |
| 4th row | Executive |
| 5th row | Sales Rep |
Common Values
| Value | Count | Frequency (%) |
| Manager | 2059 | |
| Executive | 2009 | |
| Sales Rep | 1984 | |
| Developer | 1979 | |
| Analyst | 1969 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| manager | 2059 | |
| executive | 2009 | |
| sales | 1984 | |
| rep | 1984 | |
| developer | 1979 | |
| analyst | 1969 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 15982 | |
| a | 8071 | 9.8% |
| l | 5932 | 7.2% |
| r | 4038 | 4.9% |
| n | 4028 | 4.9% |
| v | 3988 | 4.9% |
| t | 3978 | 4.9% |
| p | 3963 | 4.8% |
| s | 3953 | 4.8% |
| M | 2059 | 2.5% |
| Other values (13) | 25952 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 81944 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 15982 | |
| a | 8071 | 9.8% |
| l | 5932 | 7.2% |
| r | 4038 | 4.9% |
| n | 4028 | 4.9% |
| v | 3988 | 4.9% |
| t | 3978 | 4.9% |
| p | 3963 | 4.8% |
| s | 3953 | 4.8% |
| M | 2059 | 2.5% |
| Other values (13) | 25952 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 81944 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 15982 | |
| a | 8071 | 9.8% |
| l | 5932 | 7.2% |
| r | 4038 | 4.9% |
| n | 4028 | 4.9% |
| v | 3988 | 4.9% |
| t | 3978 | 4.9% |
| p | 3963 | 4.8% |
| s | 3953 | 4.8% |
| M | 2059 | 2.5% |
| Other values (13) | 25952 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 81944 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 15982 | |
| a | 8071 | 9.8% |
| l | 5932 | 7.2% |
| r | 4038 | 4.9% |
| n | 4028 | 4.9% |
| v | 3988 | 4.9% |
| t | 3978 | 4.9% |
| p | 3963 | 4.8% |
| s | 3953 | 4.8% |
| M | 2059 | 2.5% |
| Other values (13) | 25952 |
education_level
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 566.5 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 5 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 4 |
| 3rd row | 2 |
| 4th row | 3 |
| 5th row | 5 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 4007 | |
| 4 | 3007 | |
| 2 | 1515 | 15.2% |
| 5 | 1013 | 10.1% |
| 1 | 458 | 4.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 4007 | |
| 4 | 3007 | |
| 2 | 1515 | 15.2% |
| 5 | 1013 | 10.1% |
| 1 | 458 | 4.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 4007 | |
| 4 | 3007 | |
| 2 | 1515 | 15.2% |
| 5 | 1013 | 10.1% |
| 1 | 458 | 4.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 4007 | |
| 4 | 3007 | |
| 2 | 1515 | 15.2% |
| 5 | 1013 | 10.1% |
| 1 | 458 | 4.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 4007 | |
| 4 | 3007 | |
| 2 | 1515 | 15.2% |
| 5 | 1013 | 10.1% |
| 1 | 458 | 4.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 4007 | |
| 4 | 3007 | |
| 2 | 1515 | 15.2% |
| 5 | 1013 | 10.1% |
| 1 | 458 | 4.6% |
monthly_income
Real number (ℝ)
| Distinct | 9918 |
|---|---|
| Distinct (%) | 99.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5019.6245 |
| Minimum | -224.15 |
|---|---|
| Maximum | 10212.86 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 2 |
| Negative (%) | < 0.1% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | -224.15 |
|---|---|
| 5-th percentile | 2555.3265 |
| Q1 | 4008.4575 |
| median | 5017.24 |
| Q3 | 6039.9675 |
| 95-th percentile | 7470.7545 |
| Maximum | 10212.86 |
| Range | 10437.01 |
| Interquartile range (IQR) | 2031.51 |
Descriptive statistics
| Standard deviation | 1496.9021 |
|---|---|
| Coefficient of variation (CV) | 0.29820998 |
| Kurtosis | -0.059510813 |
| Mean | 5019.6245 |
| Median Absolute Deviation (MAD) | 1016.235 |
| Skewness | 0.014884414 |
| Sum | 50196245 |
| Variance | 2240715.9 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5622.16 | 3 | < 0.1% |
| 5628.84 | 2 | < 0.1% |
| 4460.78 | 2 | < 0.1% |
| 2457.04 | 2 | < 0.1% |
| 3740.54 | 2 | < 0.1% |
| 4334.36 | 2 | < 0.1% |
| 5340.78 | 2 | < 0.1% |
| 5691.41 | 2 | < 0.1% |
| 5246.29 | 2 | < 0.1% |
| 4042.62 | 2 | < 0.1% |
| Other values (9908) | 9979 |
| Value | Count | Frequency (%) |
| -224.15 | 1 | |
| -203.37 | 1 | |
| 96.17 | 1 | |
| 130.65 | 1 | |
| 135.52 | 1 | |
| 192.07 | 1 | |
| 288.22 | 1 | |
| 339.4 | 1 | |
| 363.57 | 1 | |
| 495.34 | 1 |
| Value | Count | Frequency (%) |
| 10212.86 | 1 | |
| 10107.81 | 1 | |
| 10095.77 | 1 | |
| 10061.98 | 1 | |
| 9970.48 | 1 | |
| 9886.61 | 1 | |
| 9822.77 | 1 | |
| 9762.81 | 1 | |
| 9741.42 | 1 | |
| 9725.2 | 1 |
total_working_years
Real number (ℝ)
High correlation
| Distinct | 34 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.6175 |
| Minimum | 1 |
|---|---|
| Maximum | 34 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 9 |
| median | 18 |
| Q3 | 26 |
| 95-th percentile | 33 |
| Maximum | 34 |
| Range | 33 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 9.8739933 |
|---|---|
| Coefficient of variation (CV) | 0.56046506 |
| Kurtosis | -1.2136007 |
| Mean | 17.6175 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | -0.020124575 |
| Sum | 176175 |
| Variance | 97.495743 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 33 | 331 | 3.3% |
| 1 | 328 | 3.3% |
| 27 | 318 | 3.2% |
| 17 | 315 | 3.1% |
| 29 | 312 | 3.1% |
| 30 | 308 | 3.1% |
| 12 | 308 | 3.1% |
| 15 | 304 | 3.0% |
| 31 | 303 | 3.0% |
| 25 | 303 | 3.0% |
| Other values (24) | 6870 |
| Value | Count | Frequency (%) |
| 1 | 328 | |
| 2 | 296 | |
| 3 | 275 | |
| 4 | 274 | |
| 5 | 295 | |
| 6 | 283 | |
| 7 | 292 | |
| 8 | 287 | |
| 9 | 287 | |
| 10 | 299 |
| Value | Count | Frequency (%) |
| 34 | 288 | |
| 33 | 331 | |
| 32 | 284 | |
| 31 | 303 | |
| 30 | 308 | |
| 29 | 312 | |
| 28 | 290 | |
| 27 | 318 | |
| 26 | 301 | |
| 25 | 303 |
years_at_company
Real number (ℝ)
High correlation Zeros
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.507 |
| Minimum | 0 |
|---|---|
| Maximum | 19 |
| Zeros | 505 |
| Zeros (%) | 5.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5 |
| median | 10 |
| Q3 | 14 |
| 95-th percentile | 18 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 5.7518918 |
|---|---|
| Coefficient of variation (CV) | 0.60501649 |
| Kurtosis | -1.1934499 |
| Mean | 9.507 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.0059716692 |
| Sum | 95070 |
| Variance | 33.084259 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 8 | 535 | 5.3% |
| 1 | 516 | 5.2% |
| 10 | 513 | 5.1% |
| 13 | 510 | 5.1% |
| 16 | 510 | 5.1% |
| 4 | 506 | 5.1% |
| 0 | 505 | 5.1% |
| 11 | 504 | 5.0% |
| 9 | 502 | 5.0% |
| 12 | 502 | 5.0% |
| Other values (10) | 4897 |
| Value | Count | Frequency (%) |
| 0 | 505 | |
| 1 | 516 | |
| 2 | 474 | |
| 3 | 481 | |
| 4 | 506 | |
| 5 | 477 | |
| 6 | 502 | |
| 7 | 496 | |
| 8 | 535 | |
| 9 | 502 |
| Value | Count | Frequency (%) |
| 19 | 493 | |
| 18 | 498 | |
| 17 | 496 | |
| 16 | 510 | |
| 15 | 501 | |
| 14 | 479 | |
| 13 | 510 | |
| 12 | 502 | |
| 11 | 504 | |
| 10 | 513 |
years_in_current_role
Real number (ℝ)
High correlation Zeros
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.0901 |
| Minimum | 0 |
|---|---|
| Maximum | 14 |
| Zeros | 643 |
| Zeros (%) | 6.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 7 |
| Q3 | 11 |
| 95-th percentile | 14 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 4.3342659 |
|---|---|
| Coefficient of variation (CV) | 0.61131237 |
| Kurtosis | -1.2209426 |
| Mean | 7.0901 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.019948058 |
| Sum | 70901 |
| Variance | 18.785861 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 11 | 704 | 7.0% |
| 14 | 703 | 7.0% |
| 7 | 690 | 6.9% |
| 12 | 690 | 6.9% |
| 13 | 683 | 6.8% |
| 4 | 676 | 6.8% |
| 10 | 665 | 6.7% |
| 5 | 662 | 6.6% |
| 2 | 655 | 6.6% |
| 1 | 652 | 6.5% |
| Other values (5) | 3220 |
| Value | Count | Frequency (%) |
| 0 | 643 | |
| 1 | 652 | |
| 2 | 655 | |
| 3 | 652 | |
| 4 | 676 | |
| 5 | 662 | |
| 6 | 652 | |
| 7 | 690 | |
| 8 | 625 | |
| 9 | 648 |
| Value | Count | Frequency (%) |
| 14 | 703 | |
| 13 | 683 | |
| 12 | 690 | |
| 11 | 704 | |
| 10 | 665 | |
| 9 | 648 | |
| 8 | 625 | |
| 7 | 690 | |
| 6 | 652 | |
| 5 | 662 |
num_companies_worked
Real number (ℝ)
High correlation Zeros
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9815 |
| Minimum | 0 |
|---|---|
| Maximum | 12 |
| Zeros | 1340 |
| Zeros (%) | 13.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3944003 |
|---|---|
| Coefficient of variation (CV) | 0.70370946 |
| Kurtosis | 0.81302966 |
| Mean | 1.9815 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.74181414 |
| Sum | 19815 |
| Variance | 1.9443522 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 2 | 2795 | |
| 1 | 2721 | |
| 3 | 1763 | |
| 0 | 1340 | |
| 4 | 906 | 9.1% |
| 5 | 321 | 3.2% |
| 6 | 109 | 1.1% |
| 7 | 37 | 0.4% |
| 9 | 3 | < 0.1% |
| 8 | 3 | < 0.1% |
| Other values (2) | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1340 | |
| 1 | 2721 | |
| 2 | 2795 | |
| 3 | 1763 | |
| 4 | 906 | 9.1% |
| 5 | 321 | 3.2% |
| 6 | 109 | 1.1% |
| 7 | 37 | 0.4% |
| 8 | 3 | < 0.1% |
| 9 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 12 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 9 | 3 | < 0.1% |
| 8 | 3 | < 0.1% |
| 7 | 37 | 0.4% |
| 6 | 109 | 1.1% |
| 5 | 321 | 3.2% |
| 4 | 906 | 9.1% |
| 3 | 1763 | |
| 2 | 2795 |
overtime
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 566.5 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 6575 | |
| 1 | 3425 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 6575 | |
| 1 | 3425 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6575 | |
| 1 | 3425 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6575 | |
| 1 | 3425 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6575 | |
| 1 | 3425 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6575 | |
| 1 | 3425 |
job_satisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 566.5 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 3 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 3962 | |
| 2 | 2934 | |
| 4 | 2076 | |
| 1 | 1028 | 10.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 3962 | |
| 2 | 2934 | |
| 4 | 2076 | |
| 1 | 1028 | 10.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 3962 | |
| 2 | 2934 | |
| 4 | 2076 | |
| 1 | 1028 | 10.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 3962 | |
| 2 | 2934 | |
| 4 | 2076 | |
| 1 | 1028 | 10.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 3962 | |
| 2 | 2934 | |
| 4 | 2076 | |
| 1 | 1028 | 10.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 3962 | |
| 2 | 2934 | |
| 4 | 2076 | |
| 1 | 1028 | 10.3% |
work_life_balance
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 566.5 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 | 442 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 4 |
| 4th row | 4 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 5496 | |
| 4 | 2046 | 20.5% |
| 2 | 2016 | 20.2% |
| 1 | 442 | 4.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 5496 | |
| 4 | 2046 | 20.5% |
| 2 | 2016 | 20.2% |
| 1 | 442 | 4.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 5496 | |
| 4 | 2046 | 20.5% |
| 2 | 2016 | 20.2% |
| 1 | 442 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 5496 | |
| 4 | 2046 | 20.5% |
| 2 | 2016 | 20.2% |
| 1 | 442 | 4.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 5496 | |
| 4 | 2046 | 20.5% |
| 2 | 2016 | 20.2% |
| 1 | 442 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 5496 | |
| 4 | 2046 | 20.5% |
| 2 | 2016 | 20.2% |
| 1 | 442 | 4.4% |
distance_from_home
Real number (ℝ)
High correlation
| Distinct | 527 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.11873 |
| Minimum | 0 |
|---|---|
| Maximum | 88.2 |
| Zeros | 41 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.6 |
| Q1 | 2.9 |
| median | 7 |
| Q3 | 13.9 |
| 95-th percentile | 30.205 |
| Maximum | 88.2 |
| Range | 88.2 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 10.135414 |
|---|---|
| Coefficient of variation (CV) | 1.0016488 |
| Kurtosis | 5.3581021 |
| Mean | 10.11873 |
| Median Absolute Deviation (MAD) | 4.9 |
| Skewness | 1.9715066 |
| Sum | 101187.3 |
| Variance | 102.72662 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.3 | 100 | 1.0% |
| 1.4 | 100 | 1.0% |
| 2.1 | 100 | 1.0% |
| 0.4 | 97 | 1.0% |
| 0.1 | 96 | 1.0% |
| 2.5 | 96 | 1.0% |
| 1.5 | 95 | 0.9% |
| 1 | 94 | 0.9% |
| 0.6 | 94 | 0.9% |
| 0.9 | 92 | 0.9% |
| Other values (517) | 9036 |
| Value | Count | Frequency (%) |
| 0 | 41 | |
| 0.1 | 96 | |
| 0.2 | 84 | |
| 0.3 | 100 | |
| 0.4 | 97 | |
| 0.5 | 77 | |
| 0.6 | 94 | |
| 0.7 | 87 | |
| 0.8 | 88 | |
| 0.9 | 92 |
| Value | Count | Frequency (%) |
| 88.2 | 1 | |
| 79.9 | 1 | |
| 74.7 | 1 | |
| 73.6 | 1 | |
| 70.9 | 1 | |
| 70.6 | 1 | |
| 70.1 | 1 | |
| 69.6 | 1 | |
| 67.6 | 1 | |
| 67.5 | 1 |
training_times_last_year
Real number (ℝ)
Zeros
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4975 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1676 |
| Zeros (%) | 16.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.7086503 |
|---|---|
| Coefficient of variation (CV) | 0.68414425 |
| Kurtosis | -1.2752213 |
| Mean | 2.4975 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.0047586897 |
| Sum | 24975 |
| Variance | 2.9194857 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 1706 | |
| 1 | 1686 | |
| 0 | 1676 | |
| 3 | 1675 | |
| 5 | 1642 | |
| 2 | 1615 |
| Value | Count | Frequency (%) |
| 0 | 1676 | |
| 1 | 1686 | |
| 2 | 1615 | |
| 3 | 1675 | |
| 4 | 1706 | |
| 5 | 1642 |
| Value | Count | Frequency (%) |
| 5 | 1642 | |
| 4 | 1706 | |
| 3 | 1675 | |
| 2 | 1615 | |
| 1 | 1686 | |
| 0 | 1676 |
performance_rating
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 566.5 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 | 91 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 3 |
| 3rd row | 2 |
| 4th row | 3 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 6919 | |
| 4 | 2098 | 21.0% |
| 2 | 892 | 8.9% |
| 1 | 91 | 0.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 6919 | |
| 4 | 2098 | 21.0% |
| 2 | 892 | 8.9% |
| 1 | 91 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 6919 | |
| 4 | 2098 | 21.0% |
| 2 | 892 | 8.9% |
| 1 | 91 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 6919 | |
| 4 | 2098 | 21.0% |
| 2 | 892 | 8.9% |
| 1 | 91 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 6919 | |
| 4 | 2098 | 21.0% |
| 2 | 892 | 8.9% |
| 1 | 91 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 6919 | |
| 4 | 2098 | 21.0% |
| 2 | 892 | 8.9% |
| 1 | 91 | 0.9% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 8410 | |
| 1 | 1590 | 15.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 8410 | |
| 1 | 1590 | 15.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 8410 | |
| 1 | 1590 | 15.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8410 | |
| 1 | 1590 | 15.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8410 | |
| 1 | 1590 | 15.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8410 | |
| 1 | 1590 | 15.9% |
distance_from_home_log
Real number (ℝ)
High correlation
| Distinct | 527 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0257287 |
| Minimum | 0 |
|---|---|
| Maximum | 4.490881 |
| Zeros | 41 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.47000363 |
| Q1 | 1.3609766 |
| median | 2.0794415 |
| Q3 | 2.7013612 |
| 95-th percentile | 3.4405781 |
| Maximum | 4.490881 |
| Range | 4.490881 |
| Interquartile range (IQR) | 1.3403847 |
Descriptive statistics
| Standard deviation | 0.90921606 |
|---|---|
| Coefficient of variation (CV) | 0.44883407 |
| Kurtosis | -0.65691905 |
| Mean | 2.0257287 |
| Median Absolute Deviation (MAD) | 0.66845457 |
| Skewness | -0.13225938 |
| Sum | 20257.287 |
| Variance | 0.82667385 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.2623642645 | 100 | 1.0% |
| 0.8754687374 | 100 | 1.0% |
| 1.131402111 | 100 | 1.0% |
| 0.3364722366 | 97 | 1.0% |
| 0.0953101798 | 96 | 1.0% |
| 1.252762968 | 96 | 1.0% |
| 0.9162907319 | 95 | 0.9% |
| 0.6931471806 | 94 | 0.9% |
| 0.4700036292 | 94 | 0.9% |
| 0.6418538862 | 92 | 0.9% |
| Other values (517) | 9036 |
| Value | Count | Frequency (%) |
| 0 | 41 | |
| 0.0953101798 | 96 | |
| 0.1823215568 | 84 | |
| 0.2623642645 | 100 | |
| 0.3364722366 | 97 | |
| 0.4054651081 | 77 | |
| 0.4700036292 | 94 | |
| 0.5306282511 | 87 | |
| 0.5877866649 | 88 | |
| 0.6418538862 | 92 |
| Value | Count | Frequency (%) |
| 4.49088104 | 1 | |
| 4.393213824 | 1 | |
| 4.32677816 | 1 | |
| 4.312140507 | 1 | |
| 4.275276265 | 1 | |
| 4.271095074 | 1 | |
| 4.264087337 | 1 | |
| 4.257030144 | 1 | |
| 4.228292535 | 1 | |
| 4.226833745 | 1 |
tenure_performance
Real number (ℝ)
High correlation Zeros
| Distinct | 49 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.5263 |
| Minimum | 0 |
|---|---|
| Maximum | 76 |
| Zeros | 505 |
| Zeros (%) | 5.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 14 |
| median | 28 |
| Q3 | 45 |
| 95-th percentile | 60 |
| Maximum | 76 |
| Range | 76 |
| Interquartile range (IQR) | 31 |
Descriptive statistics
| Standard deviation | 19.003821 |
|---|---|
| Coefficient of variation (CV) | 0.64362352 |
| Kurtosis | -0.79747792 |
| Mean | 29.5263 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 0.27186752 |
| Sum | 295263 |
| Variance | 361.14522 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 24 | 527 | 5.3% |
| 0 | 505 | 5.1% |
| 36 | 492 | 4.9% |
| 12 | 472 | 4.7% |
| 48 | 449 | 4.5% |
| 18 | 415 | 4.2% |
| 30 | 400 | 4.0% |
| 6 | 392 | 3.9% |
| 39 | 366 | 3.7% |
| 3 | 362 | 3.6% |
| Other values (39) | 5620 |
| Value | Count | Frequency (%) |
| 0 | 505 | |
| 1 | 7 | 0.1% |
| 2 | 52 | 0.5% |
| 3 | 362 | |
| 4 | 151 | 1.5% |
| 5 | 3 | < 0.1% |
| 6 | 392 | |
| 7 | 1 | < 0.1% |
| 8 | 140 | 1.4% |
| 9 | 335 |
| Value | Count | Frequency (%) |
| 76 | 113 | 1.1% |
| 72 | 110 | 1.1% |
| 68 | 98 | 1.0% |
| 64 | 120 | 1.2% |
| 60 | 98 | 1.0% |
| 57 | 338 | |
| 56 | 111 | 1.1% |
| 54 | 336 | |
| 52 | 99 | 1.0% |
| 51 | 355 |
experience_gap
Real number (ℝ)
High correlation Zeros
| Distinct | 53 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.1105 |
| Minimum | -18 |
|---|---|
| Maximum | 34 |
| Zeros | 256 |
| Zeros (%) | 2.6% |
| Negative | 2535 |
| Negative (%) | 25.4% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | -18 |
|---|---|
| 5-th percentile | -11 |
| Q1 | -1 |
| median | 8 |
| Q3 | 17 |
| 95-th percentile | 27 |
| Maximum | 34 |
| Range | 52 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 11.49543 |
|---|---|
| Coefficient of variation (CV) | 1.4173515 |
| Kurtosis | -0.7538221 |
| Mean | 8.1105 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | -0.02443839 |
| Sum | 81105 |
| Variance | 132.1449 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13 | 329 | 3.3% |
| 7 | 321 | 3.2% |
| 15 | 317 | 3.2% |
| 9 | 301 | 3.0% |
| 14 | 299 | 3.0% |
| 6 | 298 | 3.0% |
| 12 | 293 | 2.9% |
| 5 | 293 | 2.9% |
| 8 | 290 | 2.9% |
| 11 | 289 | 2.9% |
| Other values (43) | 6970 |
| Value | Count | Frequency (%) |
| -18 | 13 | 0.1% |
| -17 | 31 | 0.3% |
| -16 | 49 | 0.5% |
| -15 | 61 | |
| -14 | 89 | |
| -13 | 74 | |
| -12 | 108 | |
| -11 | 133 | |
| -10 | 141 | |
| -9 | 146 |
| Value | Count | Frequency (%) |
| 34 | 12 | 0.1% |
| 33 | 30 | 0.3% |
| 32 | 55 | |
| 31 | 59 | |
| 30 | 98 | |
| 29 | 84 | |
| 28 | 102 | |
| 27 | 123 | |
| 26 | 133 | |
| 25 | 129 |
avg_tenure_per_company
Real number (ℝ)
High correlation
| Distinct | 175 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.6064885 |
| Minimum | 0.125 |
|---|---|
| Maximum | 34 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0.125 |
|---|---|
| 5-th percentile | 0.66666667 |
| Q1 | 3 |
| median | 6 |
| Q3 | 10 |
| 95-th percentile | 22 |
| Maximum | 34 |
| Range | 33.875 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 6.5443508 |
|---|---|
| Coefficient of variation (CV) | 0.86036425 |
| Kurtosis | 3.4635817 |
| Mean | 7.6064885 |
| Median Absolute Deviation (MAD) | 3.3333333 |
| Skewness | 1.7366979 |
| Sum | 76064.885 |
| Variance | 42.828528 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3 | 319 | 3.2% |
| 5 | 312 | 3.1% |
| 4 | 294 | 2.9% |
| 6 | 291 | 2.9% |
| 1 | 270 | 2.7% |
| 2 | 268 | 2.7% |
| 8 | 232 | 2.3% |
| 7 | 223 | 2.2% |
| 11 | 220 | 2.2% |
| 9 | 206 | 2.1% |
| Other values (165) | 7365 |
| Value | Count | Frequency (%) |
| 0.125 | 1 | < 0.1% |
| 0.1428571429 | 4 | < 0.1% |
| 0.1666666667 | 12 | 0.1% |
| 0.2 | 32 | 0.3% |
| 0.2222222222 | 1 | < 0.1% |
| 0.25 | 55 | |
| 0.2857142857 | 3 | < 0.1% |
| 0.3333333333 | 91 | |
| 0.375 | 2 | < 0.1% |
| 0.4 | 43 |
| Value | Count | Frequency (%) |
| 34 | 53 | |
| 33 | 40 | |
| 32 | 31 | |
| 31 | 30 | |
| 30 | 40 | |
| 29 | 39 | |
| 28 | 36 | |
| 27 | 40 | |
| 26 | 46 | |
| 25 | 40 |
pca1
Real number (ℝ)
High correlation Unique
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.6342483 × 10-17 |
| Minimum | -3.7961486 |
|---|---|
| Maximum | 3.6374665 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 5017 |
| Negative (%) | 50.2% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | -3.7961486 |
|---|---|
| 5-th percentile | -1.6665476 |
| Q1 | -0.70810502 |
| median | -0.0040899043 |
| Q3 | 0.7045586 |
| 95-th percentile | 1.6910459 |
| Maximum | 3.6374665 |
| Range | 7.433615 |
| Interquartile range (IQR) | 1.4126636 |
Descriptive statistics
| Standard deviation | 1.0289558 |
|---|---|
| Coefficient of variation (CV) | -6.2962024 × 1016 |
| Kurtosis | -0.155143 |
| Mean | -1.6342483 × 10-17 |
| Median Absolute Deviation (MAD) | 0.70606054 |
| Skewness | 0.0030310034 |
| Sum | -1.5987212 × 10-13 |
| Variance | 1.0587501 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.2474213527 | 1 | < 0.1% |
| 0.7823583184 | 1 | < 0.1% |
| 1.054449514 | 1 | < 0.1% |
| 0.2973639218 | 1 | < 0.1% |
| 0.3137150654 | 1 | < 0.1% |
| -0.7385836143 | 1 | < 0.1% |
| 2.496671171 | 1 | < 0.1% |
| 0.1669680508 | 1 | < 0.1% |
| -1.800204791 | 1 | < 0.1% |
| 1.899862702 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| -3.796148554 | 1 | |
| -3.429560772 | 1 | |
| -3.309436665 | 1 | |
| -3.274746723 | 1 | |
| -3.245677396 | 1 | |
| -3.238190102 | 1 | |
| -3.199655943 | 1 | |
| -3.198054485 | 1 | |
| -3.191654215 | 1 | |
| -3.140105791 | 1 |
| Value | Count | Frequency (%) |
| 3.637466486 | 1 | |
| 3.524817228 | 1 | |
| 3.467705328 | 1 | |
| 3.374603453 | 1 | |
| 3.287208771 | 1 | |
| 3.278207172 | 1 | |
| 3.185162503 | 1 | |
| 3.121905406 | 1 | |
| 3.091554285 | 1 | |
| 3.087564503 | 1 |
pca2
Real number (ℝ)
High correlation Unique
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.8014036 × 10-17 |
| Minimum | -3.4636841 |
|---|---|
| Maximum | 3.9346319 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 5032 |
| Negative (%) | 50.3% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | -3.4636841 |
|---|---|
| 5-th percentile | -1.6928786 |
| Q1 | -0.68935624 |
| median | -0.0086090218 |
| Q3 | 0.69354946 |
| 95-th percentile | 1.7095201 |
| Maximum | 3.9346319 |
| Range | 7.3983161 |
| Interquartile range (IQR) | 1.3829057 |
Descriptive statistics
| Standard deviation | 1.0231942 |
|---|---|
| Coefficient of variation (CV) | 2.691622 × 1016 |
| Kurtosis | -0.091811025 |
| Mean | 3.8014036 × 10-17 |
| Median Absolute Deviation (MAD) | 0.69245082 |
| Skewness | 0.011419816 |
| Sum | 3.4106051 × 10-13 |
| Variance | 1.0469263 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -2.939056021 | 1 | < 0.1% |
| 0.1790139373 | 1 | < 0.1% |
| 1.664401056 | 1 | < 0.1% |
| 0.481262743 | 1 | < 0.1% |
| 0.5106427067 | 1 | < 0.1% |
| -0.03907583187 | 1 | < 0.1% |
| -1.202204776 | 1 | < 0.1% |
| -1.085109523 | 1 | < 0.1% |
| -1.237064198 | 1 | < 0.1% |
| 0.3931493703 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| -3.463684148 | 1 | |
| -3.328001543 | 1 | |
| -3.308181971 | 1 | |
| -3.232301533 | 1 | |
| -3.201929968 | 1 | |
| -3.190985338 | 1 | |
| -3.102656786 | 1 | |
| -3.051935249 | 1 | |
| -3.025864326 | 1 | |
| -3.024531738 | 1 |
| Value | Count | Frequency (%) |
| 3.934631924 | 1 | |
| 3.733525985 | 1 | |
| 3.609594872 | 1 | |
| 3.556951154 | 1 | |
| 3.320741271 | 1 | |
| 3.272249718 | 1 | |
| 3.225948695 | 1 | |
| 3.12899391 | 1 | |
| 3.116839332 | 1 | |
| 3.04433365 | 1 |
cluster
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 566.5 KiB |
| 1 | |
|---|---|
| 3 | |
| 2 | |
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 3386 | |
| 3 | 2478 | |
| 2 | 2244 | |
| 0 | 1892 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 3386 | |
| 3 | 2478 | |
| 2 | 2244 | |
| 0 | 1892 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 3386 | |
| 3 | 2478 | |
| 2 | 2244 | |
| 0 | 1892 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 3386 | |
| 3 | 2478 | |
| 2 | 2244 | |
| 0 | 1892 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 3386 | |
| 3 | 2478 | |
| 2 | 2244 | |
| 0 | 1892 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 3386 | |
| 3 | 2478 | |
| 2 | 2244 | |
| 0 | 1892 |
Interactions
Correlations
| age | attrition | avg_tenure_per_company | cluster | department | distance_from_home | distance_from_home_log | education_level | experience_gap | gender | job_role | job_satisfaction | marital_status | monthly_income | num_companies_worked | overtime | pca1 | pca2 | performance_rating | tenure_performance | total_working_years | training_times_last_year | work_life_balance | years_at_company | years_in_current_role | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | 0.020 | -0.004 | 0.388 | 0.018 | 0.008 | 0.008 | 0.000 | -0.007 | 0.008 | 0.021 | 0.000 | 0.000 | -0.011 | 0.005 | 0.000 | -0.220 | -0.278 | 0.000 | 0.017 | 0.000 | 0.018 | 0.000 | 0.017 | -0.002 |
| attrition | 0.020 | 1.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.024 | 0.020 | 0.007 | 0.000 | 0.008 | 0.000 | 0.000 | 0.021 | 0.000 | 0.013 | 0.023 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| avg_tenure_per_company | -0.004 | 0.000 | 1.000 | 0.119 | 0.000 | -0.004 | -0.004 | 0.005 | 0.691 | 0.020 | 0.020 | 0.000 | 0.006 | -0.011 | -0.545 | 0.032 | -0.251 | 0.300 | 0.015 | -0.018 | 0.789 | 0.004 | 0.012 | -0.019 | -0.003 |
| cluster | 0.388 | 0.003 | 0.119 | 1.000 | 0.000 | 0.040 | 0.045 | 0.105 | 0.215 | 0.000 | 0.014 | 0.209 | 0.011 | 0.052 | 0.022 | 0.991 | 0.106 | 0.271 | 0.091 | 0.206 | 0.143 | 0.009 | 0.107 | 0.191 | 0.000 |
| department | 0.018 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.006 | 0.000 | 0.013 | 0.000 | 0.016 | 0.014 | 0.002 | 0.000 | 0.010 | 0.009 | 0.000 | 0.009 | 0.011 | 0.017 | 0.008 | 0.005 | 0.005 | 0.010 | 0.000 |
| distance_from_home | 0.008 | 0.000 | -0.004 | 0.040 | 0.000 | 1.000 | 1.000 | 0.009 | -0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | -0.002 | 0.000 | 0.017 | -0.244 | 0.012 | 0.005 | -0.005 | 0.004 | 0.010 | 0.004 | -0.004 |
| distance_from_home_log | 0.008 | 0.000 | -0.004 | 0.045 | 0.006 | 1.000 | 1.000 | 0.011 | -0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | -0.002 | 0.012 | 0.017 | -0.244 | 0.011 | 0.005 | -0.005 | 0.004 | 0.005 | 0.004 | -0.004 |
| education_level | 0.000 | 0.024 | 0.005 | 0.105 | 0.000 | 0.009 | 0.011 | 1.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.007 | 0.008 | 0.020 | 0.169 | 0.133 | 0.010 | 0.015 | 0.000 | 0.000 | 0.013 | 0.017 | 0.008 |
| experience_gap | -0.007 | 0.020 | 0.691 | 0.215 | 0.013 | -0.007 | -0.007 | 0.000 | 1.000 | 0.006 | 0.000 | 0.015 | 0.000 | -0.014 | 0.002 | 0.018 | -0.381 | 0.532 | 0.017 | -0.467 | 0.872 | -0.002 | 0.011 | -0.489 | -0.013 |
| gender | 0.008 | 0.007 | 0.020 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 1.000 | 0.009 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.013 | 0.008 | 0.000 | 0.013 |
| job_role | 0.021 | 0.000 | 0.020 | 0.014 | 0.016 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 1.000 | 0.000 | 0.005 | 0.009 | 0.000 | 0.007 | 0.000 | 0.016 | 0.011 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.004 |
| job_satisfaction | 0.000 | 0.008 | 0.000 | 0.209 | 0.014 | 0.000 | 0.000 | 0.007 | 0.015 | 0.000 | 0.000 | 1.000 | 0.008 | 0.000 | 0.005 | 0.000 | 0.176 | 0.024 | 0.008 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 |
| marital_status | 0.000 | 0.000 | 0.006 | 0.011 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.005 | 0.008 | 1.000 | 0.000 | 0.006 | 0.000 | 0.019 | 0.000 | 0.000 | 0.000 | 0.007 | 0.020 | 0.000 | 0.010 | 0.000 |
| monthly_income | -0.011 | 0.000 | -0.011 | 0.052 | 0.000 | 0.001 | 0.001 | 0.007 | -0.014 | 0.000 | 0.009 | 0.000 | 0.000 | 1.000 | -0.001 | 0.000 | 0.343 | 0.123 | 0.009 | 0.006 | -0.012 | -0.002 | 0.014 | 0.005 | 0.027 |
| num_companies_worked | 0.005 | 0.021 | -0.545 | 0.022 | 0.010 | -0.002 | -0.002 | 0.008 | 0.002 | 0.000 | 0.000 | 0.005 | 0.006 | -0.001 | 1.000 | 0.000 | 0.015 | 0.160 | 0.000 | 0.008 | 0.008 | -0.012 | 0.024 | 0.012 | -0.006 |
| overtime | 0.000 | 0.000 | 0.032 | 0.991 | 0.009 | 0.000 | 0.012 | 0.020 | 0.018 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.252 | 0.008 | 0.031 | 0.000 | 0.000 | 0.000 | 0.032 | 0.000 |
| pca1 | -0.220 | 0.013 | -0.251 | 0.106 | 0.000 | 0.017 | 0.017 | 0.169 | -0.381 | 0.000 | 0.000 | 0.176 | 0.019 | 0.343 | 0.015 | 0.000 | 1.000 | 0.003 | 0.137 | 0.180 | -0.302 | -0.313 | 0.121 | 0.246 | 0.574 |
| pca2 | -0.278 | 0.023 | 0.300 | 0.271 | 0.009 | -0.244 | -0.244 | 0.133 | 0.532 | 0.000 | 0.016 | 0.024 | 0.000 | 0.123 | 0.160 | 0.252 | 0.003 | 1.000 | 0.117 | -0.269 | 0.486 | -0.354 | 0.286 | -0.228 | 0.179 |
| performance_rating | 0.000 | 0.000 | 0.015 | 0.091 | 0.011 | 0.012 | 0.011 | 0.010 | 0.017 | 0.009 | 0.011 | 0.008 | 0.000 | 0.009 | 0.000 | 0.008 | 0.137 | 0.117 | 1.000 | 0.284 | 0.000 | 0.000 | 0.010 | 0.000 | 0.004 |
| tenure_performance | 0.017 | 0.000 | -0.018 | 0.206 | 0.017 | 0.005 | 0.005 | 0.015 | -0.467 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.008 | 0.031 | 0.180 | -0.269 | 0.284 | 1.000 | -0.014 | 0.002 | 0.000 | 0.954 | 0.012 |
| total_working_years | 0.000 | 0.000 | 0.789 | 0.143 | 0.008 | -0.005 | -0.005 | 0.000 | 0.872 | 0.000 | 0.000 | 0.000 | 0.007 | -0.012 | 0.008 | 0.000 | -0.302 | 0.486 | 0.000 | -0.014 | 1.000 | -0.001 | 0.018 | -0.014 | -0.005 |
| training_times_last_year | 0.018 | 0.000 | 0.004 | 0.009 | 0.005 | 0.004 | 0.004 | 0.000 | -0.002 | 0.013 | 0.003 | 0.013 | 0.020 | -0.002 | -0.012 | 0.000 | -0.313 | -0.354 | 0.000 | 0.002 | -0.001 | 1.000 | 0.000 | 0.001 | -0.024 |
| work_life_balance | 0.000 | 0.000 | 0.012 | 0.107 | 0.005 | 0.010 | 0.005 | 0.013 | 0.011 | 0.008 | 0.000 | 0.000 | 0.000 | 0.014 | 0.024 | 0.000 | 0.121 | 0.286 | 0.010 | 0.000 | 0.018 | 0.000 | 1.000 | 0.000 | 0.000 |
| years_at_company | 0.017 | 0.000 | -0.019 | 0.191 | 0.010 | 0.004 | 0.004 | 0.017 | -0.489 | 0.000 | 0.000 | 0.000 | 0.010 | 0.005 | 0.012 | 0.032 | 0.246 | -0.228 | 0.000 | 0.954 | -0.014 | 0.001 | 0.000 | 1.000 | 0.018 |
| years_in_current_role | -0.002 | 0.000 | -0.003 | 0.000 | 0.000 | -0.004 | -0.004 | 0.008 | -0.013 | 0.013 | 0.004 | 0.000 | 0.000 | 0.027 | -0.006 | 0.000 | 0.574 | 0.179 | 0.004 | 0.012 | -0.005 | -0.024 | 0.000 | 0.018 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| employee_id | age | gender | marital_status | department | job_role | education_level | monthly_income | total_working_years | years_at_company | years_in_current_role | num_companies_worked | overtime | job_satisfaction | work_life_balance | distance_from_home | training_times_last_year | performance_rating | attrition | distance_from_home_log | tenure_performance | experience_gap | avg_tenure_per_company | pca1 | pca2 | cluster | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | EMP00000 | 50 | Male | Divorced | Support | Manager | 2 | 3444.94 | 1 | 15 | 5 | 1 | 0 | 2 | 3 | 10.4 | 5 | 4 | 0 | 2.433613 | 60 | -14 | 0.500000 | -0.247421 | -2.939056 | 3 |
| 1 | EMP00001 | 36 | Male | Divorced | Sales | Analyst | 4 | 6218.87 | 25 | 7 | 0 | 2 | 1 | 2 | 3 | 0.4 | 5 | 3 | 0 | 0.336472 | 21 | 18 | 8.333333 | -1.274411 | 0.697277 | 1 |
| 2 | EMP00002 | 29 | Male | Divorced | R&D | Manager | 2 | 3298.27 | 19 | 4 | 1 | 1 | 1 | 2 | 4 | 22.8 | 1 | 2 | 0 | 3.169686 | 8 | 15 | 9.500000 | 0.408044 | -0.179747 | 1 |
| 3 | EMP00003 | 42 | Male | Single | Engineering | Executive | 3 | 4197.50 | 2 | 10 | 5 | 3 | 0 | 3 | 4 | 12.7 | 0 | 3 | 0 | 2.617396 | 30 | -8 | 0.500000 | 0.800571 | -1.272735 | 2 |
| 4 | EMP00004 | 40 | Other | Single | Support | Sales Rep | 5 | 7033.50 | 12 | 10 | 1 | 3 | 0 | 4 | 3 | 0.8 | 0 | 4 | 0 | 0.587787 | 40 | 2 | 3.000000 | -0.951230 | 0.372521 | 2 |
| 5 | EMP00005 | 44 | Male | Married | R&D | Executive | 3 | 4992.35 | 25 | 9 | 13 | 5 | 0 | 3 | 3 | 8.8 | 1 | 4 | 0 | 2.282382 | 36 | 16 | 4.166667 | 0.407356 | 0.609538 | 3 |
| 6 | EMP00006 | 32 | Male | Single | Support | Manager | 2 | 5691.76 | 32 | 12 | 3 | 2 | 0 | 3 | 3 | 53.5 | 5 | 3 | 1 | 3.998201 | 36 | 20 | 10.666667 | -0.561902 | -1.556736 | 2 |
| 7 | EMP00007 | 32 | Male | Single | Engineering | Manager | 5 | 1938.53 | 18 | 10 | 8 | 0 | 0 | 3 | 3 | 0.9 | 0 | 4 | 0 | 0.641854 | 40 | 8 | 18.000000 | -0.973993 | 0.410285 | 2 |
| 8 | EMP00008 | 45 | Female | Single | HR | Analyst | 3 | 4524.10 | 31 | 18 | 13 | 3 | 0 | 3 | 4 | 0.2 | 4 | 4 | 0 | 0.182322 | 72 | 13 | 7.750000 | 0.172612 | -0.726407 | 3 |
| 9 | EMP00009 | 57 | Male | Married | HR | Manager | 2 | 5423.11 | 9 | 0 | 2 | 1 | 0 | 2 | 2 | 4.4 | 5 | 3 | 0 | 1.686399 | 0 | 9 | 4.500000 | -1.101874 | -0.982468 | 3 |
| employee_id | age | gender | marital_status | department | job_role | education_level | monthly_income | total_working_years | years_at_company | years_in_current_role | num_companies_worked | overtime | job_satisfaction | work_life_balance | distance_from_home | training_times_last_year | performance_rating | attrition | distance_from_home_log | tenure_performance | experience_gap | avg_tenure_per_company | pca1 | pca2 | cluster | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9990 | EMP09990 | 47 | Other | Divorced | Engineering | Manager | 3 | 5845.97 | 31 | 11 | 6 | 1 | 0 | 2 | 2 | 25.2 | 3 | 3 | 0 | 3.265759 | 33 | 20 | 15.500000 | -0.413074 | 0.168577 | 0 |
| 9991 | EMP09991 | 29 | Female | Married | Support | Executive | 1 | 6185.23 | 15 | 2 | 3 | 0 | 1 | 1 | 3 | 28.7 | 0 | 3 | 0 | 3.391147 | 6 | 13 | 15.000000 | 1.522986 | 0.005383 | 1 |
| 9992 | EMP09992 | 37 | Female | Divorced | Engineering | Developer | 3 | 4573.67 | 15 | 5 | 12 | 2 | 0 | 2 | 3 | 2.5 | 5 | 3 | 1 | 1.252763 | 15 | 10 | 5.000000 | 0.386204 | -0.212858 | 0 |
| 9993 | EMP09993 | 24 | Male | Divorced | HR | Analyst | 3 | 5551.34 | 34 | 9 | 1 | 1 | 1 | 3 | 4 | 15.7 | 3 | 3 | 0 | 2.815409 | 27 | 25 | 17.000000 | -0.609189 | 0.311295 | 1 |
| 9994 | EMP09994 | 53 | Female | Single | Sales | Executive | 4 | 6080.84 | 5 | 5 | 6 | 2 | 0 | 3 | 3 | 31.5 | 5 | 3 | 0 | 3.481240 | 15 | 0 | 1.666667 | -0.649392 | -1.833301 | 3 |
| 9995 | EMP09995 | 26 | Female | Divorced | Engineering | Developer | 3 | 7349.90 | 22 | 16 | 7 | 2 | 1 | 3 | 3 | 0.4 | 2 | 3 | 0 | 0.336472 | 48 | 6 | 7.333333 | 1.106430 | 1.147319 | 1 |
| 9996 | EMP09996 | 41 | Female | Divorced | Engineering | Developer | 4 | 5778.50 | 12 | 6 | 11 | 4 | 0 | 3 | 3 | 7.0 | 2 | 3 | 0 | 2.079442 | 18 | 6 | 2.400000 | 0.531618 | 0.487921 | 2 |
| 9997 | EMP09997 | 35 | Female | Single | Sales | Sales Rep | 3 | 4438.86 | 31 | 13 | 12 | 0 | 0 | 3 | 3 | 18.5 | 3 | 3 | 0 | 2.970414 | 39 | 18 | 31.000000 | 0.287860 | -0.048120 | 2 |
| 9998 | EMP09998 | 53 | Male | Married | Support | Sales Rep | 3 | 7822.11 | 29 | 1 | 4 | 2 | 0 | 3 | 2 | 5.4 | 3 | 3 | 0 | 1.856298 | 3 | 28 | 9.666667 | -1.037279 | 1.032008 | 0 |
| 9999 | EMP09999 | 47 | Female | Divorced | HR | Executive | 4 | 6959.13 | 22 | 13 | 8 | 4 | 0 | 1 | 2 | 6.7 | 4 | 3 | 0 | 2.041220 | 39 | 9 | 4.400000 | 0.300775 | 0.801535 | 0 |